2min snip

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

Accelerating Intelligence with AI-Generating Algorithms with Jeff Clune - #602

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

INSIGHT

Interestingness in Open-Ended Learning

  • Optimizing for learning progress alone in AI can lead to pathologies, where agents excel at meaningless tasks.
  • The challenge lies in defining and optimizing for "interestingness" in learning, ensuring that acquired skills are valuable and generalizable.
  • One approach involves generating tasks that promote learning progress while also improving generalization to other environments or real-world applications.
  • Another approach is grounding the learning process in real-world tasks, ensuring skills transfer to relevant domains and contribute to solving meaningful problems.
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